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GPT-5.4vsSolar Open 2 250B-A15B

GPT-5.4 leads 4 of 4 shared benchmarks. GPT-5.4 has the larger context window (1.1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
4 – 0
GPT-5.4 leads
Cheaper per token
list price, input + output
Larger context
GPT-5.4
1.1M tokens
Provider uptime (30d)
95% · —
OpenAI · Upstage
GPT-5.4
OpenAI · released 2026-03-05
textvision
Context
1.1M
Max out
128K
Input /1M
$2.5
Output /1M
$15
Cached /1M
$0.25
Scores
21 · 11 core
Solar Open 2 250B-A15B
Upstage · released 2026-07-24
text
Context
1M
Max out
Input /1M
Output /1M
Cached /1M
Scores
16 · 5 core
Quality

Benchmark matrix

BenchmarkGPT-5.4Solar Open 2 250B-A15BΔEdge
Reported by both · 4
GPQA Diamond92.8% 86.3% +6.5 ptGPT-5.4
AIME 202699.2% matharena95.7% +3.5 ptGPT-5.4
Humanity's Last Exam (no tools)39.8% 28.8% +11 ptGPT-5.4
MCP Atlas67.2% 58.2% +9 ptGPT-5.4
Only GPT-5.4 reports · 16
LMArena Elo1452.6 not reported
BrowseComp82.7% not reported
FrontierMath Tier 4 v2 (Epoch AI run)49% epochnot reported
FrontierMath Tiers 1-3 v2 (Epoch AI run)78.6% epochnot reported
GDPval (wins or ties)83% not reported
Humanity's Last Exam (with tools)52.1% not reported
MMMU-Pro (no tools)81.2% not reported
MMMU-Pro (with tools)82.1% not reported
OSWorld-Verified75% not reported
OTIS Mock AIME 2024-2025 (Epoch AI run)97.8% epochnot reported
SimpleQA Verified45.1% epochnot reported
SWE-Bench Pro57.7% not reported
SWE-bench Verified (Epoch AI run)76.9% epochnot reported
Tau2-bench Telecom98.9% not reported
Terminal-Bench 2.075.1% not reported
Toolathlon54.6% not reported
Only Solar Open 2 250B-A15B reports · 12
SWE-bench Verifiednot reported70.4%
MMLU-Pronot reported86.2%
AA-LCRnot reported62.3%
APEX-Agentsnot reported16.6%
ArtifactsBenchnot reported55.9%
GDPval-AA v2not reported1128
HMMT 2026-02not reported93.9%
IFBenchnot reported80%
LiveCodeBench v6not reported92.4%
Multi-Challengenot reported61%
Tau3-Bench (banking)not reported19.6%
Terminal Bench Hardnot reported28.3%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GPT-5.4 minus Solar Open 2 250B-A15B in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGPT-5.4Solar Open 2 250B-A15BEdge
Context window1.1M tokens1M tokensGPT-5.4
Max output128K tokens
Input price / 1M$2.5
Output price / 1M$15
Cached input / 1M$0.25
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$17.5
Modalitiestext · visiontextGPT-5.4
Released2026-03-052026-07-24
Cited benchmark scores2116
Reliability

Provider status

All providers
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